Kale

Sourcing Cost Model & Data Flow

Prospeo vs AI Ark · GMaps + Prospeo pipelines · updated 2026-06-19

01The bottom line

Prospeo flow is ~20–25% cheaper per send-ready lead at our committed volume.

At low single-client volume it’s roughly a wash with going AI Ark-first. The edge isn’t that Prospeo is cheap — it’s that QuickEnrich is a flat $400/mo tool that finds ~70% of emails for effectively free, and the same AI Ark budget stretches across ~4× the clients (used only as fallback, not as the primary engine).

Per send-ready lead — like-for-like

ApproachWhat the ~$2,449/mo plan covers$ / send-ready lead
AI Ark only (old)Finds contact and email, all-in$0.017
Prospeo flow (new)Prospeo sources; cheaper tools find the email$0.013

Vendor rates (scale pricing)

ToolRoleUnit cost
ProspeoSourcing (contacts, no email)$0.0114 / credit · 25 contacts/cr
AI ArkSource+email bundled / fallback finder$0.002449 / credit (1M plan)
QuickEnrichPrimary email finder$400/mo FLAT (~$0 per email)
Website crawlBackup email finder~free static / Firecrawl render
ReoonEmail verificationfree (lifetime)

Where each tool actually wins

The jobCheaper optionCost
Find the contact only (no email)Prospeo (~2.7×)$0.0005 vs $0.0012
Find contact + email, bundledAI Ark$0.0025 vs $0.0035
Email found by flat QE / free crawl (~70%)Prospeo flow~$0 marginal
Email found by AI Ark fallback (~30%)AI Ark on its ownwe pay twice
Blended (real-world)Prospeo flow, ~20%only via flat QE

Prospeo can’t reveal emails itself, so on the ~30% QuickEnrich misses we pay Prospeo to source and AI Ark to find — on those, AI-Ark-first would’ve been cheaper. The flat QuickEnrich subsidy on the other ~70% is what tips the blend.

120K send-ready Riipen leads / month

ScenarioContacts to source$ / month$ / lead
AI Ark-first~$2,060$0.0171
Prospeo flow — Microsoft parked (today)~1.54M~$1,600$0.0133
Prospeo flow — Microsoft unlocked~730K~$830$0.0069

The #1 lever is the Microsoft send-gate — not the source.

~43–55% of valid leads sit on Microsoft email systems we can’t send to yet — already paid for, just parked. Unlocking Microsoft sending roughly halves cost per usable lead (we stop sourcing 2× the volume to discard the Microsoft half). It hits both sourcing approaches equally, so it doesn’t change which source is cheaper — it lowers the floor for both.

02End-to-end data flow

Two distinct models. Prospeo is contact-first (find named people by ICP, then their email). GMaps is business-first (scrape local venues in kiosk cities, email attached).

source gate / filter drop point enrich / transform

Prospeo — contact-first Riipen + Terraboost

Prospeo searchprospeo_search$0.0005/contact · no email
AI qualifyprospeo_qualify (gpt-4o-mini)gate on company desc · drop off-ICP
Email waterfallQuickEnrich → AI Ark ∥ crawlQE flat · AI Ark $0.0025 fallback
VerifyReoon (bulk)drop invalid / risky
MX send-gatemx_capturedrop non-sendable (Microsoft parked)
Recencycontact_recency_filter 90dbucket: never / aged / recent
Category → copystring_transformfree
Route & pushrecency × finder × email-typeBison (work) / Instantly (personal)

GMaps — business-first Terraboost kiosks

Scrape venuesoutscraper_gmaps (emails ON)$0.005/result · +rating, geo
Recencycontact_recency_filter 90dbucket never / aged / recent
Kiosk matchsubstring_lookup + allowlist(city,state)→host · drop non-kiosk
Clean + categorizenormalize_name · company_categorizename scrub, LLM category
VerifyReoon (safe-only)drop invalid / risky
MX send-gatemx_capturedrop non-sendable
Route & pushrating(>4/<4) × recency × email-typeBison (work) / Instantly (personal)

Key structural difference

GMaps gets the email for free with the scrape ($0.005 all-in incl. email) but only matches businesses in kiosk cities. Prospeo sources any ICP contact cheaply but must find the email separately — which is why the email waterfall (and the flat QuickEnrich subsidy) is where the Prospeo cost model is won or lost.

03How to scale cheaply

LeverEffect
1. Unlock Microsoft sendingFrees ~half of already-paid leads · ~halves cost/usable lead · biggest win
2. Add cheap pay-per-find tools (LeadMagic / Blitz)Catch QE-misses before the AI Ark fallback · 0-on-miss = low risk · shrinks priciest line
3. Expand geo / ICPMarket exhaustion (recency) is the real volume ceiling, not cost

Lead cost is already ~a penny per usable lead. The binding constraints at scale are send capacity, deliverability, and addressable inventory — not the price of leads. Unit economics improve as the roster grows (flat fees amortize).